Unified endpoint management for enterprise buyers
Asked as “unified endpoint management platform”, and as “device management tool for laptops and phones”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
86%
Clear leader
86Microsoft Intune08ManageEngine Endpoint Central04Omnissa Workspace ONE02others
86% of first choices, clear leader.
Since October 2026▲+1Since October 2026: 85% → 86%, +1 point. Inside the 11-point floor: within noise.Microsoft Intune held the lead, +1 point on 85%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Microsoft Intune36%Contested▲+8Since October 2026: 28% → 36%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketMicrosoft Intune54%Clear leader▲+15Since October 2026: 39% → 54%, +15 points. Past the 11-point floor: movement.Standing →EnterpriseMicrosoft Intune86%Clear leader▲+1Since October 2026: 85% → 86%, +1 point. Inside the 11-point floor: within noise.This page
Microsoft Intune36%Contested▲+8Since October 2026: 28% → 36%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketMicrosoft Intune54%Clear leader▲+15Since October 2026: 39% → 54%, +15 points. Past the 11-point floor: movement.Standing →EnterpriseMicrosoft Intune86%Clear leader▲+1Since October 2026: 85% → 86%, +1 point. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft Intune86%14%80endorsed leader▲+1Since October 2026: 85% → 86%, +1 point. Inside the 11-point floor: within noise.85% → 86%
Microsoft Intune86%14%80endorsed leader▲+1Since October 2026: 85% → 86%, +1 point. Inside the 11-point floor: within noise.85% → 86%02
ManageEngine Endpoint Central8%12%48accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%
ManageEngine Endpoint Central8%12%48accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%03
Omnissa Workspace ONE4%14%74accepted challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 11-point floor: within noise.10% → 4%
Omnissa Workspace ONE4%14%74accepted challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 11-point floor: within noise.10% → 4%04
Hexnode UEM2%20%20accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Hexnode UEM2%20%20accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
10
NinjaOne0%26%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
NinjaOne0%26%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Ivanti Neurons for UEM0%24%38accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ivanti Neurons for UEM0%24%38accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
BlackBerry UEM0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
BlackBerry UEM0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
SOTI MobiControl0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
SOTI MobiControl0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
Jamf0%14%56accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Jamf0%14%56accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
IBM MaaS3600%12%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
IBM MaaS3600%12%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
Microsoft Intune vs ManageEngine Endpoint CentralMicrosoft Intune vs Action1Microsoft Intune vs NinjaOne
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All ten head-to-head pages: the top five products, each against each
One product takes 86% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Thirteen of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Microsoft Intune14%
11 of 80 labels negative · 10 of 14 models · 1 hard negative
“makes Intune the highest-risk MDM choice for Essential Entities requiring supply-chain independence.” Muse Glimmer 30B, negative prompt
Ivanti Neurons for UEM24%
9 of 38 labels negative · 9 of 14 models · 5 hard negative
“The Ivanti Connect Secure family is in CISA's Known Exploited Vulnerabilities Catalog ... guidance to apply mitigations or discontinue use if mitigations are unavailable.” Muse Glimmer 30B, negative prompt
Omnissa Workspace ONE14%
10 of 74 labels negative · 8 of 14 models · 1 hard negative
“Vendor instability post-divestiture | Support quality drops, roadmap uncertainty, high exit cost” DeepSeek V4 Flash, negative prompt
Jamf14%
8 of 56 labels negative · 7 of 14 models
“The global MDM market is dominated by four US-headquartered vendors: Jamf (Minnesota) ... US corporate parentage creates unavoidable CLOUD Act exposure.” Muse Glimmer 30B, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 980 links across 245 sites, every framing counted. Ranked by the number of answers carrying the site or page. 26 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Microsoft26 answers · 26 citations · 8 models
23 answers · 49 citations · 8 models
23 answers · 23 citations · 10 models
vendor site · Microsoft22 answers · 51 citations · 11 models
22 answers · 22 citations · 9 models
vendor site · Scalefusion20 answers · 22 citations · 9 models
vendor site · NinjaOne20 answers · 22 citations · 10 models
vendor site · Venn19 answers · 23 citations · 11 models
19 answers · 19 citations · 8 models
vendor site · Omnissa17 answers · 25 citations · 9 models
vendor site · G216 answers · 22 citations · 9 models
16 answers · 21 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
22 answers · 8 models
22 answers · 9 models
21 answers · 9 models
19 answers · 8 models
17 answers · 9 models
16 answers · 7 models
16 answers · 9 models
13 answers · 7 models
13 answers · 7 models
13 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “unified endpoint management platform”, “unified endpoint management platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Intune 86% | 86% | 386 | 2,240,000 | 403,136 | ||||
| ManageEngine parent site ManageEngine Endpoint Central 8%, ManageEngine Mobile Device Manager Plus 0% | 8% | 244 | 8,100 | 675 | ||||
| Omnissa omnissa.com Omnissa Workspace ONE 4% | 4% | 127 | 390 | 21 | 45,805 company | 4 | ||
| Hexnode hexnode.com Hexnode UEM 2% | 2% | 65 | 260 | 5 | 174,074 company | 46 | ||
| Jamf jamf.com | 0% | 134 | 22,200 | 1,681 | 93,863 | $74 | 47 | |
| Ivanti ivanti.com Ivanti Neurons for UEM 0%, Ivanti Secure UEM 0% | 0% | 73 | 9,900 | 636 | 64,352 company | $179 | 32 | 2 |
| IBM parent site IBM MaaS360 0% | 0% | 51 | 201,000 | 34,098 | ||||
| SOTI MobiControl soti.net | 0% | 23 | 880 | 55 | 7,504 | $19,224 | 14 | |
| SOTI ONE | 0% | |||||||
| BlackBerry UEM blackberry.com | 0% | 23 | 170 | 7 | 204,213 |
Google's top ten for the two searches hold 11 sites; 0 of them are among the sites the models cited here. The first result for “unified endpoint management platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best unified endpoint management platform for an enterprise B2B company?”Paraphrase“Which device management tool for laptops and phones would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade unified endpoint management platforms and how do they differ?”Budget-constrained“What is the best unified endpoint management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a unified endpoint management platform. What should we look at?”Negative“Which unified endpoint management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Omnissa Workspace ONEno first choiceChangedMicrosoft IntuneManageEngine Endpoint Centralagainst: Omnissa Workspace ONE, Taniumno first choiceagainst: Ivanti Neurons for UEM, Microsoft Intune, Omnissa Workspace ONE
Four alternatives
HCL BigFix, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Microsoft IntuneSix alternatives
Action1, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI ONEOne alternative
Microsoft IntuneGPT-5.4 miniMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft Intuneno first choiceagainst: Hexnode UEM, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, NinjaOne-style RMM-first tools, Omnissa Workspace ONE, Scalefusion
Five alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, TaniumThree alternatives
Hexnode UEM, Jamf, Omnissa Workspace ONEEight alternatives
BlackBerry UEM, Cisco Meraki Systems Manager, Citrix Endpoint Management, IBM MaaS360, Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONE, SOTI MobiControlTwo alternatives
IBM MaaS360, Ivanti Neurons for UEMThree alternatives
Jamf, Kandji, Microsoft IntuneGemini 3.5 FlashMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneManageEngine Endpoint Central, Microsoft Intuneno first choiceagainst: Omnissa Workspace ONEagainst: Apple, Atera, Datto RMM, Google Workspace Endpoint Management, Ivanti Endpoint Manager, Jamf, Kaseya VSA, Miradore, NinjaOne, Omnissa Workspace ONE, Symantec IT Management Suite / Altiris, Syncro
Four alternatives
Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, TaniumTwo alternatives
Jamf, Omnissa Workspace ONEFour alternatives
Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONE, Tanium Autonomous Endpoint ManagementOne alternative
Omnissa Workspace ONEFour alternatives
Jamf, Kandji, Microsoft Intune, NinjaOnePerplexity SonarMicrosoft IntuneMicrosoft IntuneHeldMicrosoft Intune, Omnissa Workspace ONEMicrosoft Intuneno first choiceagainst: Atera, NinjaOneagainst: 42Gears SureMDM, Atera, Citrix Endpoint Management, Datto RMM, Ivanti Neurons for UEM, Jamf, Kandji, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne, Omnissa Workspace ONE, SOTI MobiControl, Tanium
Five alternatives
Jamf, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONE, SOTI ONEFive alternatives
IBM MaaS360, Jamf, ManageEngine Mobile Device Manager Plus, Omnissa Workspace ONE, SOTI MobiControlFive alternatives
IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, SOTI MobiControlTwo alternatives
ManageEngine Endpoint Central, Omnissa Workspace ONESeven alternatives
HCL BigFix, IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONEGrok 4.20Microsoft IntuneMicrosoft IntuneHeldagainst: MobileIronManageEngine Endpoint Central, Microsoft Intuneagainst: Citrix Endpoint Management, Google CloudMicrosoft IntuneMicrosoft Intuneagainst: MobileIronagainst: 42Gears SureMDM, BlackBerry Unified Endpoint Management, IBM MaaS360, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Older VMware Workspace ONE remnants
Four alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEThree alternatives
Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONEFive alternatives
BlackBerry UEM, HCL BigFix, IBM MaaS360, Ivanti Neurons for UEM, Omnissa Workspace ONETwo alternatives
ManageEngine Endpoint Central, Omnissa Workspace ONEFour alternatives
BlackBerry UEM, IBM MaaS360, Ivanti Unified Endpoint Manager, Omnissa Workspace ONEMistral SmallMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneManageEngine Endpoint Central, Microsoft Intuneno first choiceagainst: Hexnode UEM, IBM MaaS360, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne
Two alternatives
Ivanti Neurons for UEM, Omnissa Workspace ONEFour alternatives
IBM MaaS360, Jamf, NinjaOne, ScalefusionNine alternatives
42Gears SureMDM, BlackBerry UEM, Cisco Meraki Systems Manager, HCL BigFix, Hexnode UEM, IBM MaaS360, ManageEngine Endpoint Central, NinjaOne, Omnissa Workspace ONEOne alternative
Omnissa Workspace ONEDeepSeek V4 FlashMicrosoft IntuneMicrosoft IntuneHeldagainst: JamfMicrosoft IntuneMicrosoft Intuneno first choiceagainst: BlackBerry UEM, Citrix Endpoint Management, Hexnode UEM, Ivanti Neurons for UEM, Microsoft Intune, MobileIron, Omnissa Workspace ONE
Four alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONETwo alternatives
Ivanti Neurons for UEM, Omnissa Workspace ONESix alternatives
HCL BigFix, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONE, SOTI ONEThree alternatives
IBM MaaS360, Ivanti Neurons for UEM, Omnissa Workspace ONEFive alternatives
Jamf, JumpCloud, ManageEngine Endpoint Central, Microsoft Intune, Omnissa Workspace ONELlama 4 MaverickMicrosoft IntuneMicrosoft IntuneHeldno first choiceMicrosoft Intuneno first choiceagainst: Island, JumpCloud, Microsoft Intune, Venn
Three alternatives
Hexnode UEM, NinjaOne, Omnissa Workspace ONEThree alternatives
Hexnode UEM, LogMeIn Resolve, Omnissa Workspace ONEThree alternatives
ManageEngine Endpoint Central, Omnissa Workspace ONE, ScalefusionQwen 3.7 FlashMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft IntuneMicrosoft Intuneagainst: Atera, Hexnode UEM, IBM MaaS360, Ivanti Neurons for UEM, Jamf, JumpCloud, ManageEngine Endpoint Central, NinjaOne, Syncro
Three alternatives
Kandji, Omnissa Workspace ONE, SOTI ONETwo alternatives
Jamf, Omnissa Workspace ONEFour alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONETwo alternatives
Jamf, Omnissa Workspace ONETwo alternatives
Jamf, Omnissa Workspace ONEKimi K2Microsoft IntuneMicrosoft IntuneHeldMicrosoft Intune, Omnissa Workspace ONEMicrosoft Intuneno first choiceagainst: Microsoft Intuneagainst: Ivanti Neurons for UEM, Microsoft Intune, Omnissa Workspace ONE
Two alternatives
Ivanti Neurons for UEM, Omnissa Workspace ONEOne alternative
Omnissa Workspace ONEEight alternatives
BlackBerry UEM, Cisco Meraki Systems Manager, Google Admin / Chrome Enterprise, IBM MaaS360, Ivanti Neurons for UEM, ManageEngine Endpoint Central, SOTI MobiControl, SOTI ONETwo alternatives
ManageEngine Endpoint Central, Omnissa Workspace ONEGLM 4.7 FlashXMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneOmnissa Workspace ONEagainst: Jamfno first choiceagainst: BlackBerry UEM, HCL BigFix, Ivanti Endpoint Manager, Jamf, ManageEngine Endpoint Central, Microsoft Intune, NinjaOne, Omnissa Workspace ONE, SOTI MobiControl
Two alternatives
Ivanti Secure UEM, Omnissa Workspace ONEThree alternatives
Jamf, ManageEngine Mobile Device Manager Plus, Omnissa Workspace ONESix alternatives
BlackBerry UEM, Cisco Meraki Systems Manager, IBM MaaS360, Ivanti Neurons for UEM, ManageEngine Endpoint Central, Omnissa Workspace ONEOne alternative
Microsoft IntuneMiniMax M2.5Microsoft IntuneMicrosoft IntuneHeldMicrosoft IntuneHexnode UEM, ManageEngine Endpoint Centralagainst: Microsoft Intune, Omnissa Workspace ONEMicrosoft Intunenothing named
Three alternatives
42Gears SureMDM, ManageEngine Endpoint Central, SentinelOneThree alternatives
Cisco Meraki Systems Manager, Jamf, Omnissa Workspace ONEFour alternatives
BlackBerry UEM, Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONEOne alternative
NinjaOneFour alternatives
Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONEGPT-6 LunaMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft IntuneMicrosoft Intuneagainst: Cisco Meraki Systems Manager, Ivanti Endpoint Manager Mobile, Microsoft Intune
Two alternatives
Jamf, Omnissa Workspace ONETwo alternatives
Jamf, Omnissa Workspace ONEFive alternatives
IBM MaaS360, Ivanti Neurons for UEM, Jamf, ManageEngine Endpoint Central, Omnissa Workspace ONETwo alternatives
ManageEngine Endpoint Central, Omnissa Workspace ONEFour alternatives
Iru, Ivanti Neurons for MDM, Jamf, Omnissa Workspace ONEMuse Glimmer 30BMicrosoft IntuneMicrosoft IntuneHeldMicrosoft IntuneMicrosoft IntuneMicrosoft Intuneagainst: Ivanti Connect Secure, Ivanti Neurons for UEM, Jamf, Microsoft Intune, Omnissa Workspace ONE, formerly VMware Workspace ONE
Three alternatives
Jamf, Omnissa Workspace ONE, SOTI MobiControlThree alternatives
Jamf, Omnissa Workspace ONE, ScalefusionSix alternatives
IBM MaaS360, Ivanti Neurons for UEM, Jamf, Omnissa Workspace ONE, SOTI MobiControl, SOTI ONETwo alternatives
Hexnode UEM, ManageEngine Endpoint CentralTwo alternatives
Jamf, SOTI MobiControlBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:16 | yes | 15 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:56 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:53 | yes | 8 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:26 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:34 | yes | 15 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:54 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:53 | yes | 25 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:31 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:30 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:30 | yes | 19 | 54 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:24 | yes | 24 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:28 | yes | 10 | 46 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:14 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:33 | yes | 14 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:23 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:34 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 19:30 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:50 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:54 | yes | 9 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:46 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:06 | yes | 22 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:59 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:07 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:44 | yes | 15 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:26 | yes | 25 | 142 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:49 | yes | 13 | 75 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:33 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:37 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:08 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:21 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:46 | yes | 6 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:13 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:57 | yes | 9 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:25 | yes | 8 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:42 | yes | 22 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:28 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:28 | yes | 15 | 51 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:02 | yes | 19 | 68 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:26 | yes | 25 | 93 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:19 | yes | 9 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:39 | yes | 6 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:34 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:21 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:46 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:09 | yes | 8 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:48 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:24 | yes | 12 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:27 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:10 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:58 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:14 | yes | 5 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:54 | yes | 15 | 80 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:18 | yes | 25 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:08 | yes | 13 | 75 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:42 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:27 | yes | 21 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:06 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:25 | yes | 3 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:53 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:09 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:38 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:57 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:16 | yes | 23 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:14 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:53 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:02 | yes | 25 | 49 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:36 | yes | 24 | 146 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:21 | yes | 25 | 42 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:44 | yes | 4 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:36 | yes | 13 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:58 | yes | 15 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:28 | yes | 13 | 35 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:52 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:16 | yes | 25 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:42 | yes | 12 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:07 | yes | 25 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:55 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:49 | yes | 23 | 70 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:21 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:14 | yes | 24 | 42 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:53 | no | 0 | 38 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:50 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:07 | yes | 19 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
42Gears read as 42Gears SureMDM
Cisco Meraki read as Cisco Meraki Systems Manager
Hexnode read as Hexnode UEM
Ivanti read as Ivanti Neurons for UEM
Ivanti (Neurons for UEM / Unified Endpoint Manager) read as Ivanti Neurons for UEM
Ivanti Neurons read as Ivanti Neurons for UEM
ManageEngine read as ManageEngine Endpoint Central
Omnissa read as Omnissa Workspace ONE
Omnissa (Workspace ONE) read as Omnissa Workspace ONE
Omnissa (formerly VMware Workspace ONE) read as Omnissa Workspace ONE
SOTI read as SOTI MobiControl
Unresolved, counted raw
BlackBerry Spark UEM
BlackBerry Unified Endpoint Management
Google Admin / Chrome Enterprise
Google Workspace Endpoint Management
Ivanti Neurons for MDM
Ivanti Secure UEM
Kandji Passport
Matrix42 Unified Endpoint Management
NinjaOne-style RMM-first tools
N‑able
Older VMware Workspace ONE remnants
Omnissa Workspace ONE, formerly VMware Workspace ONE
Swif.ai
Symantec IT Management Suite / Altiris (Broadcom)
Discontinued, still offered
No shut-down product was recommended here.